{"id":"W4380611615","doi":"10.1007/s10973-023-12256-4","title":"Influence of immiscible intermediate fluid on melting process in a horizontal shell-and-tube phase change material storage","year":2023,"lang":"en","type":"article","venue":"Journal of Thermal Analysis and Calorimetry","topic":"Phase Change Materials Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Thermodynamics; Heat transfer; Thermal energy storage; Phase-change material; Prandtl number; Natural convection; Latent heat; Materials science; Volume of fluid method; Volume (thermodynamics); Rayleigh number; Mechanics; Work (physics); Shell and tube heat exchanger; Chemistry; Thermal; Flow (mathematics); Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007508211,0.0001440528,0.0005137725,0.00112953,0.00002934746,0.00005003531,0.000166616,0.00006789056,0.00005210462],"category_scores_gemma":[0.00005933979,0.0001140634,0.0001000687,0.001071414,0.00004691256,0.0002614834,0.00006668855,0.0001782133,0.000002919154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004537404,"about_ca_system_score_gemma":0.00001255458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007120326,"about_ca_topic_score_gemma":0.00001259699,"domain_scores_codex":[0.9987602,0.00006188841,0.0004812651,0.0001266659,0.0003240886,0.0002459486],"domain_scores_gemma":[0.9995175,0.000054303,0.0001382136,0.0001022942,0.00007241631,0.0001152536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004155569,0.00008064433,0.003502649,0.0002666693,0.0004530319,0.0001612018,0.001465236,0.008604142,0.9814624,0.000002590227,0.000008944586,0.00357695],"study_design_scores_gemma":[0.003034464,0.001031268,0.104672,0.0004048085,0.0005146172,0.00002599752,0.001024608,0.05273956,0.8360698,0.00004730252,0.00002959583,0.0004059597],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993989,0.0002787894,0.00001316687,0.00001957473,0.0001299633,0.00007120202,0.00004611124,0.00001737808,0.00002493413],"genre_scores_gemma":[0.9993607,0.0003194565,0.00001162472,0.00000886659,0.0002643499,0.000006293065,0.000006457723,0.00001809788,0.000004119974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1453925,"threshold_uncertainty_score":0.4651372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0239921591484355,"score_gpt":0.3071484044350624,"score_spread":0.2831562452866269,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}